Machine Learning in the Oil and Gas Industry : Including Geosciences, Reservoir Engineering, and Production Engineering with Python Yogendra Narayan Pandey 1484260945 9781484260944

Machine Learning in the Oil and Gas Industry : Including Geosciences, Reservoir Engineering, and Production Engineering with Python Yogendra Narayan Pandey – Ebook Instant Download/Delivery ISBN(s): 1484260945, 9781484260944

Product details:

• ISBN 10: 1484260945
• ISBN 13: 9781484260944
• Author: Yogendra

Apply machine and deep learning to solve some of the challenges in the oil and gas industry. The book begins with a brief discussion of the oil and gas exploration and production life cycle in the context of data flow through the different stages of industry operations. This leads to a survey of some interesting problems, which are good candidates for applying machine and deep learning approaches. The initial chapters provide a primer on the Python programming language used for implementing the algorithms; this is followed by an overview of supervised and unsupervised machine learning concepts. The authors provide industry examples using open source data sets along with practical explanations of the algorithms, without diving too deep into the theoretical aspects of the algorithms employed.

Table of contents:

1. Toward Oil and Gas 4.0

2. Python Programming Primer

3. Overview of Machine Learning and Deep Learning Concepts

4. Geophysics and Seismic Data Processing

5. Geomodeling

6. Reservoir Engineering

7. Production Engineering

8. Opportunities, Challenges, and Future Trends

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